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Model Performance

Metrics

Plots

Plots - Gains Table

Plots - Gains Table - Train

Thresholds bucket_size true_positive false_positive true_negative false_negative targets_in_bucket percent_targets_captured lift
Bucket
10% 0.994428 6301 6297 4 10189 46526 0.999365 0.119209 1.192208
20% 0.989568 12603 12546 57 10136 40277 0.995477 0.237510 1.187570
30% 0.988557 18904 18836 68 10125 33987 0.996403 0.356587 1.188674
40% 0.987375 25206 25111 95 10098 27712 0.996231 0.475380 1.188469
50% 0.985033 31508 31365 143 10050 21458 0.995461 0.593775 1.187551
60% 0.936059 37809 37535 274 9919 15288 0.992753 0.710581 1.184320
70% 0.764043 44111 42492 1619 8574 10331 0.963297 0.804422 1.149180
80% 0.699684 50412 46898 3514 6679 5925 0.930294 0.887833 1.109809
90% 0.538044 56714 50759 5955 4238 2064 0.894999 0.960926 1.067703
100% 0.026422 63016 52823 10193 0 0 0.838247 1.000000 1.000000

Plots - Gains Table - Test

Thresholds bucket_size true_positive false_positive true_negative false_negative targets_in_bucket percent_targets_captured lift
Bucket
10% 0.994648 1575 1575 0 2494 11686 1.000000 0.118769 1.188070
20% 0.989641 3151 3139 12 2482 10122 0.996192 0.236709 1.183546
30% 0.988611 4726 4712 14 2480 8549 0.997038 0.355328 1.184551
40% 0.987395 6302 6285 17 2477 6976 0.997302 0.473946 1.184865
50% 0.985071 7877 7845 32 2462 5416 0.995938 0.591584 1.183244
60% 0.940641 9453 9383 70 2424 3878 0.992595 0.707564 1.179273
70% 0.764142 11028 10617 411 2083 2644 0.962731 0.800618 1.143792
80% 0.700370 12604 11707 897 1597 1554 0.928832 0.882814 1.103518
90% 0.542423 14179 12726 1453 1041 535 0.897525 0.959656 1.066322
100% 0.008438 15755 13261 2494 0 0 0.841701 1.000000 1.000000

Plots - Confusion Matrix

Plots - Gains Chart

Plots - Lift Chart

Plots - Roc Curve

Plots - Precision Recall

Plots - Threshold Curve

Model Interpretation

Coeff Table

coefficients std err z P>|z| [0.025 0.975]
intercept -2.527900 0.057000 -44.436000 0.000000 -2.639000 -2.416000
product_$ -0.000000 0.000000 -0.126000 0.899000 -0.000000 0.000000
transition_time 0.004500 0.002000 2.397000 0.017000 0.001000 0.008000
no_of_products 0.774900 0.021000 37.798000 0.000000 0.735000 0.815000
progression_time_days 0.000900 0.000000 4.628000 0.000000 0.001000 0.001000
product_status 3.057000 0.033000 92.627000 0.000000 2.992000 3.122000
decision_time_days -0.004900 0.000000 -32.019000 0.000000 -0.005000 -0.005000

Error Analysis

Error Analysis - Residual Analysis

Error Analysis - Residual Analysis - Errorbucket Profiles

Error Analysis - Residual Analysis - Errorbucket Profiles - Progression Time Days

Error Analysis - Residual Analysis - Errorbucket Profiles - Product $

Error Analysis - Residual Analysis - Errorbucket Profiles - Transition Time

Error Analysis - Residual Analysis - Errorbucket Profiles - Product Status

Error Analysis - Residual Analysis - Errorbucket Profiles - Decision Time Days

Error Analysis - Residual Analysis - Errorbucket Profiles - No Of Products

Feature Importance - From Model